How are answers produced?
The assistant searches indexed workshop-manual chunks, checks vehicle fit, then writes an answer with source cards and referenced manual images.
Approval-gated beta
Vehicle-aware repair guidance grounded in manual sources, fit status, diagrams, service bulletins and reviewed community field notes.
The first manual library covers the L200 K50/K60/K70 generation. The product is built to expand across makes, models, generations, variants and saved vehicles over time.
Beta access uses account approval, monthly quota and optional Stripe subscription. That keeps the test group manageable while users try real repair questions and request new manuals.
Beta access
Workshop Assistant is approval-gated during beta. Create an account, then your request appears in the admin dashboard for review. Approved accounts receive monthly question quota.
The assistant searches indexed workshop-manual chunks, checks vehicle fit, then writes an answer with source cards and referenced manual images.
No. Community notes are shown separately from manual-backed answers and require admin review before they are visible.
No. It helps you find the right procedure faster, but diagnosis, safety checks and final repair decisions still require mechanical judgement.
Approval keeps the beta focused while answer quality, missing manual coverage and user feedback are tested with real workshop questions.